{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "# InteractiveShell.ast_node_interactivity = \"all\"\n",
    "InteractiveShell.ast_node_interactivity = 'last_expr'\n",
    "\n",
    "from warnings import simplefilter\n",
    "simplefilter(action='ignore', category=FutureWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "沪深300和中证500 PE走势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 中证指数\n",
    "# 只能从中证指数官网，获取一个月的估值数据\n",
    "\n",
    "import akshare as ak\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use('default') #坐标轴使用默认(白色)背景\n",
    "plt.rcParams[\"font.sans-serif\"]=[\"SimHei\"] #设置字体\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False #该语句解决图像中的“-”负号的乱码问题\n",
    "\n",
    "symbol300 = \"000300\"\n",
    "symbol500 = \"000905\"\n",
    "pe300 = ak.stock_zh_index_value_csindex(symbol=symbol300)\n",
    "pe500 = ak.stock_zh_index_value_csindex(symbol=symbol500)\n",
    "\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.1, 0.1, 0.9, 0.9])\n",
    "ax.set_title(\"沪深300与中证500的PE走势图\")\n",
    "ax.set_xlabel(\"日期\")\n",
    "ax.set_ylabel(\"PE\")\n",
    "ax.plot(pe300['日期'], pe300['市盈率2'])\n",
    "ax.plot(pe500['日期'], pe500['市盈率2'])\n",
    "\n",
    "#绘制图例\n",
    "fig.legend(labels = ('沪深300','中证500'), loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 指数估值-指数信息-韭圈儿\n",
    "\n",
    "import akshare as ak\n",
    "\n",
    "index_value_name_funddb_df = ak.index_value_name_funddb()\n",
    "index_value_name_funddb_df.to_csv('韭圈儿-指数信息.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>平均值</th>\n",
       "      <th>市盈率</th>\n",
       "      <th>最低30</th>\n",
       "      <th>最低10</th>\n",
       "      <th>最高30</th>\n",
       "      <th>最高10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007-12-14</td>\n",
       "      <td>35.96</td>\n",
       "      <td>63.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.91</td>\n",
       "      <td>63.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2007-12-17</td>\n",
       "      <td>35.96</td>\n",
       "      <td>63.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.96</td>\n",
       "      <td>63.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2007-12-18</td>\n",
       "      <td>35.96</td>\n",
       "      <td>63.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.46</td>\n",
       "      <td>63.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2007-12-19</td>\n",
       "      <td>35.96</td>\n",
       "      <td>64.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.87</td>\n",
       "      <td>64.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2007-12-20</td>\n",
       "      <td>35.96</td>\n",
       "      <td>65.73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.73</td>\n",
       "      <td>65.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3569</th>\n",
       "      <td>2022-09-09</td>\n",
       "      <td>35.96</td>\n",
       "      <td>22.47</td>\n",
       "      <td>22.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3570</th>\n",
       "      <td>2022-09-13</td>\n",
       "      <td>35.96</td>\n",
       "      <td>22.39</td>\n",
       "      <td>22.39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3571</th>\n",
       "      <td>2022-09-14</td>\n",
       "      <td>35.96</td>\n",
       "      <td>22.23</td>\n",
       "      <td>22.23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3572</th>\n",
       "      <td>2022-09-15</td>\n",
       "      <td>35.96</td>\n",
       "      <td>21.77</td>\n",
       "      <td>21.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3573</th>\n",
       "      <td>2022-09-16</td>\n",
       "      <td>35.96</td>\n",
       "      <td>21.21</td>\n",
       "      <td>21.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3574 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              日期    平均值    市盈率   最低30  最低10   最高30   最高10\n",
       "0     2007-12-14  35.96  63.91    NaN   NaN  63.91  63.91\n",
       "1     2007-12-17  35.96  63.96    NaN   NaN  63.96  63.96\n",
       "2     2007-12-18  35.96  63.46    NaN   NaN  63.46  63.46\n",
       "3     2007-12-19  35.96  64.87    NaN   NaN  64.87  64.87\n",
       "4     2007-12-20  35.96  65.73    NaN   NaN  65.73  65.73\n",
       "...          ...    ...    ...    ...   ...    ...    ...\n",
       "3569  2022-09-09  35.96  22.47  22.47   NaN    NaN    NaN\n",
       "3570  2022-09-13  35.96  22.39  22.39   NaN    NaN    NaN\n",
       "3571  2022-09-14  35.96  22.23  22.23   NaN    NaN    NaN\n",
       "3572  2022-09-15  35.96  21.77  21.77   NaN    NaN    NaN\n",
       "3573  2022-09-16  35.96  21.21  21.21   NaN    NaN    NaN\n",
       "\n",
       "[3574 rows x 7 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 指数估值-历史行情-韭圈儿\n",
    "\n",
    "import akshare as ak\n",
    "\n",
    "symbol500 = ak.index_value_hist_funddb(symbol=\"中证500\", indicator=\"市盈率\")\n",
    "symbol500"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "中证500 PE 走势图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use('default')\n",
    "plt.rcParams[\"font.sans-serif\"]=[\"SimHei\"] #设置字体\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False #该语句解决图像中的“-”负号的乱码问题\n",
    "\n",
    "symbol500 = ak.index_value_hist_funddb(symbol=\"中证500\", indicator=\"市盈率\")\n",
    "symbol300 = ak.index_value_hist_funddb(symbol=\"沪深300\", indicator=\"市盈率\")\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.1, 0.1, 0.9, 0.9])\n",
    "ax.set_title('中证500 PE')\n",
    "ax.set_xlabel('日期')\n",
    "ax.set_ylabel('PE')\n",
    "ax.plot(symbol500['日期'], symbol500['市盈率'])\n",
    "ax.plot(symbol300['日期'], symbol300['市盈率'])\n",
    "ax.legend(labels = ('中证500', '沪深300'), loc='upper right')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "中证500 PE百分位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    2430.000000\n",
      "mean       31.755193\n",
      "std        10.909165\n",
      "min        15.570000\n",
      "5%         18.924500\n",
      "10%        20.259000\n",
      "15%        21.440000\n",
      "20%        22.678000\n",
      "25%        24.862500\n",
      "30%        25.850000\n",
      "50%        28.980000\n",
      "75%        34.485000\n",
      "max        83.240000\n",
      "Name: 市盈率, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "\n",
    "plt.style.use('default')\n",
    "plt.rcParams[\"font.sans-serif\"]=[\"SimHei\"] #设置字体\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False #该语句解决图像中的“-”负号的乱码问题\n",
    "\n",
    "symbol500 = ak.index_value_hist_funddb(symbol=\"中证500\", indicator=\"市盈率\")\n",
    "symbol500[\"日期\"] = pd.to_datetime(symbol500[\"日期\"])\n",
    "# 取 xx 年以后的数据\n",
    "symbol500 = symbol500[symbol500['日期'] > pd.to_datetime('2012-09-01')]\n",
    "symbol500\n",
    "\n",
    "per500 = symbol500['市盈率'].describe(percentiles=[.05, .10, .15, .20, .25, .30, .75])\n",
    "print(per500)\n",
    "\n",
    "\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.1, 0.1, 0.9, 0.9])\n",
    "ax.set_title('中证500 PE与百分位')\n",
    "ax.set_xlabel('日期')\n",
    "ax.set_ylabel('PE')\n",
    "ax.plot(symbol500['日期'], symbol500['市盈率'])\n",
    "ax.fill_between(symbol500['日期'], per500['min'], per500['10%'], facecolor='C0', alpha=0.4, label='<10%')\n",
    "ax.fill_between(symbol500['日期'], per500['10%'], per500['20%'], facecolor='C1', alpha=0.4, label='<20%')\n",
    "ax.fill_between(symbol500['日期'], per500['20%'], per500['30%'], facecolor='C2', alpha=0.4, label='<30%')\n",
    "ax.fill_between(symbol500['日期'], per500['30%'], per500['50%'], facecolor='C3', alpha=0.4, label='<50%')\n",
    "ax.fill_between(symbol500['日期'], per500['50%'], per500['75%'], facecolor='C4', alpha=0.4, label='<75%')\n",
    "\n",
    "ax.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "沪深300 PE百分位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    2443.000000\n",
      "mean       12.308289\n",
      "std         2.107114\n",
      "min         8.010000\n",
      "5%          8.591000\n",
      "10%         9.082000\n",
      "15%         9.720000\n",
      "20%        10.490000\n",
      "25%        11.000000\n",
      "30%        11.506000\n",
      "50%        12.350000\n",
      "75%        13.710000\n",
      "max        19.000000\n",
      "Name: 市盈率, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use('default')\n",
    "plt.rcParams[\"font.sans-serif\"]=[\"SimHei\"] #设置字体\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False #该语句解决图像中的“-”负号的乱码问题\n",
    "\n",
    "symbol300 = ak.index_value_hist_funddb(symbol=\"沪深300\", indicator=\"市盈率\")\n",
    "symbol300[\"日期\"] = pd.to_datetime(symbol300[\"日期\"])\n",
    "# 取 xx 年以后的数据\n",
    "symbol300 = symbol300[symbol300['日期'] > pd.to_datetime('2012-09-01')]\n",
    "per300 = symbol300['市盈率'].describe(percentiles=[.05, .10, .15, .20, .25, .30, .75])\n",
    "print(per300)\n",
    "\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0.1, 0.1, 0.9, 0.9])\n",
    "ax.set_title('沪深300 PE与百分位')\n",
    "ax.set_xlabel('日期')\n",
    "ax.set_ylabel('PE')\n",
    "ax.plot(symbol300['日期'], symbol300['市盈率'])\n",
    "ax.fill_between(symbol300['日期'], per300['min'], per300['10%'], facecolor='C0', alpha=0.4, label='<10%')\n",
    "ax.fill_between(symbol300['日期'], per300['10%'], per300['20%'], facecolor='C1', alpha=0.4, label='<20%')\n",
    "ax.fill_between(symbol300['日期'], per300['20%'], per300['30%'], facecolor='C2', alpha=0.4, label='<30%')\n",
    "ax.fill_between(symbol300['日期'], per300['30%'], per300['50%'], facecolor='C3', alpha=0.4, label='<50%')\n",
    "ax.fill_between(symbol300['日期'], per300['50%'], per300['75%'], facecolor='C4', alpha=0.4, label='<75%')\n",
    "\n",
    "ax.legend(loc='upper right')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.12 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
